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Analysis of CNN 1/2 data measured at the reference site Lindenberg - - PowerPoint PPT Presentation

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Meteorologisches Observatorium Lindenberg Analysis of CNN 1/2 data measured at the reference site Lindenberg Jrgen Gldner Requirements for climate and NWP CLIWA-NET status: applications of ground-based sounding Validation site data

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SLIDE 1

Final workshop CLIWA-NET, Madrid, 16.12.02

Meteorologisches Observatorium Lindenberg

Analysis of CNN 1/2 – data measured at the reference site Lindenberg

Jürgen Güldner

Requirements for climate and NWP

CLIWA-NET status:

applications of ground-based sounding

Validation site

data sets

Lindenberg

  • generated from independent measurements

RAOB, MWP, Cei, IR_rad

2003:MWR, GPS, Cloud radar, FTIR

  • continuously available

Y

  • quality controlled

CNN1/2

  • practicable archiv

ORACLE

  • accuracy estimation, evidence of steadiness

CNN1/2

Fig 1 Tab 1

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SLIDE 2

Final workshop CLIWA-NET, Madrid, 16.12.02

Meteorologisches Observatorium Lindenberg

Validation using quality controlled data sets (1 RAOB ⇔

⇔ ⇔ ⇔ 1 MWP)

  • 1. Estimation of retrieval accuracy (Regression, Neural Network)
  • Confirmation of results of an intercomparison from 1998/99
  • NN overestimates water vapour
  • Permanent completion of basis datasets for the regression

method is necessary

  • 2. Classification of cloud coverage (Cei, IR, Synop); N=0, 0<N<1, N=1
  • a new retrieval algorithm for CLW profiles is needed

(inclusion of ceilometer results, ... and other data)

  • 3. Diurnal variation
  • Temperature:
  • bvious
  • Water vapour:

weak, additional tests required

  • Liquid water:

not recognized

Fig 2a Fig 2b Fig 3 Fig 4 Fig 5a Fig 5b Fig 6

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Fig 1. Temperature and vapour density profiles estimated from microwave profiler measurements at Lindenberg

2 4 4 8 4 3

<-- red line: Integrated water vapour (cm)

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Datum MWR(Anz) C_MWP(Anz)C_MWP(MW) 05 U 11 U 17 U 23 U Datum MWR(Anz) C_MWP(Anz)C_MWP(MW) 05 U 11 U 17 U 23 U 144 144 144 144 108 108 108 108 6 6 6 6 01.08.00 00:00 115 143 2,289 4,50 10,50 17,10 22,50 01.09.00 00:00 119 130 1,984 4,50 10,50 17,00 02.08.00 00:00 106 105 2,653 4,50

  • 99,00

16,50 22,50 02.09.00 00:00 65 70 2,285 -99,00

  • 99,00

17,00 -99,00 03.08.00 00:00 123 136 2,101 4,50

  • 99,00

16,50 23,00 03.09.00 00:00 61 34 2,178 5,00 04.08.00 00:00 118 130 2,28 4,50 10,50 -99,00 22,50 04.09.00 00:00 86 77 1,818 16,50 22,50 05.08.00 00:00 132 131 2,051 5,00

  • 99,00

16,50 22,50 05.09.00 00:00 112 100 1,582 5,00 22,50 06.08.00 00:00 138 143 2,1 4,50 10,50 17,10 22,50 06.09.00 00:00 110 124 1,779 5,10 10,50 17,00 -99,00 07.08.00 00:00 110 125 2,053 4,50 10,50 17,00 22,50 07.09.00 00:00 122 101 2,003 10,50 17,00 23,00 08.08.00 00:00 108 89 2,164 4,50 11,10 -99,00 08.09.00 00:00 124 119 2,967 4,50 10,50 17,00 22,50 09.08.00 00:00 126 113 1,819 10,50 17,10 22,50 09.09.00 00:00 123 134 2,972 4,50 10,50 17,00 22,50 10.08.00 00:00 102 72 2,374 5,00

  • 99,00 -99,00 -99,00

10.09.00 00:00 134 144 2,941 4,50 10,50 16,50 22,50 11.08.00 00:00 120 136 2,382 5,00 10,50 16,50 22,50 11.09.00 00:00 121 135 2,446 5,00

  • 99,00

16,50 22,50 12.08.00 00:00 140 139 2,152 5,00 11,00 16,50 22,50 12.09.00 00:00 5 109 2,503 5,10 11,00 16,50 13.08.00 00:00 135 143 2,002 5,00

  • 99,00

16,50 22,50 13.09.00 00:00 114 98 2,423 5,00

  • 99,00

17,10 22,50 14.08.00 00:00 138 144 2,045 5,10 10,50 17,00 22,50 14.09.00 00:00 136 131 2,326 5,00

  • 99,00

16,50 22,50 15.08.00 00:00 101 98 3,025 -99,00 11,00 15.09.00 00:00 117 144 2,434 4,50 10,50 16,50 22,50 16.08.00 00:00 122 127 2,884 4,50 10,50 16,50 22,50 16.09.00 00:00 109 103 2,306 5,00 16,50 23,00 17.08.00 00:00 110 107 2,901 4,50 10,50 17,00 23,00 17.09.00 00:00 134 75 2,047 5,00 10,50 23,00 18.08.00 00:00 140 142 2,911 5,00 11,00 16,50 22,50 18.09.00 00:00 139 144 0,962 4,50 10,50 16,50 22,50 19.08.00 00:00 103 129 3,367 4,50 10,50 16,50 22,50 19.09.00 00:00 144 144 0,972 4,50 10,50 -99,00 20.08.00 00:00 63 88 3,228 4,40 10,50 17,00 20.09.00 00:00 142 144 1,142 11,00 16,50 22,50 21.08.00 00:00 100 53 2,742 16,50 22,40 21.09.00 00:00 144 144 1,091 5,00 11,10 17,10 22,50 22.08.00 00:00 114 98 1,853 10,50 17,00 22,50 22.09.00 00:00 139 142 1,356 5,00 10,50 16,50 22,50 23.08.00 00:00 118 117 1,633 10,50 17,00 23,00 23.09.00 00:00 138 144 1,134 5,00 11,00 16,50 22,50 24.08.00 00:00 132 135 1,513 4,50 10,50 -99,00 -99,00 24.09.00 00:00 144 143 0,907 5,00 10,50 16,50 23,00 25.08.00 00:00 127 122 1,599 4,50 10,50 16,50 22,50 25.09.00 00:00 109 121 1,384 4,50

  • 99,00

23,00 26.08.00 00:00 141 143 1,542 5,00 10,50 16,50 26.09.00 00:00 144 143 2,253 4,50 11,00 -99,00 22,50 27.08.00 00:00 137 142 1,486 22,50 27.09.00 00:00 135 131 2,574 4,50 10,50 16,50 22,50 28.08.00 00:00 85 121 2,41 4,50 10,50 17,00 28.09.00 00:00 134 134 2,726 5,00 11,10 16,50 22,50 29.08.00 00:00 125 125 1,972 22,50 29.09.00 00:00 138 144 2,08 5,00 10,50 17,00 22,50 30.08.00 00:00 120 124 1,921 -99,00

  • 99,00

17,00 23,00 30.09.00 00:00 144 143 1,754 4,50 10,50 17,00 23,00 31.08.00 00:00 103 113 2,159 -99,00 10,50 17,00 23,00

Tab 1. Availability of data during CNN1 after various quality checks.

MWR: 2-channel radiometer (Potsdam) C_MWP: Microwave profiler (Lindenberg)

  • range: > 75 %

yellow: > 5 %; < 75 % blue box: comparison of profiler results and radiosonde observations is possible

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Fig 2a. Accuracy calculated from 168 intercomparisons (RAOB, MP retrieval) during CNN1

Reg: regression method - developed on the basis of data measured in 1998/99 NN: Neural Network mean deviation - defined as retrieval minus radiosonde (dashed line)

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Fig 2b. Accuracy calculated from 91 comparisons (RAOB, MP retrieval) during CNN2

Reg: regression method - developed on the basis of data measured in 1998/9 NN: Neural Network mean deviation - defined as retrieval minus radiosonde (dashed line)

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Fig 3. Retrieval error statistics for (top) temperature and (bottom) vapour density based

  • n intercomparisons with radiosonde data in

summer 1999. Red solid line - standard deviation of the radiosondes used in the intercomparisons; solid line - neural network; solid line with squares - statistical regression; dashed line - bias defined as retrieval by neural network minus radiosonde.

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Fig 4. Comparison of cloud bottom height measured by ceilometer (red box) and IR radiometer (yellow triangle) vs microwave profiler calculation of liquid water. Blue dots denote values greater zero. Plotted are all cases which were included in the intercomparison (MP vs RAOB) after a cloud classification.

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Fig 5a. Mean profile of cloud liquid water divided into classes of different estimated cloud

  • fraction. Shown are the calculated mean profiles applying a cloud model for the appropriate

radiosondes (left) and corresponding mean values of microwave profiler results (right) during CNN1.

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Fig 5b. Same as Fig 5a for CNN2

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Fig 6. Mean hourly variation of temperature and water vapour during CNN1 (August/September 2000) and CNN2 (April/May 2001). Included are all pairs of profiles retrieved from microwave profiler measurements passing the quality checks.Green/red stands for increase and blue/black for decrease of observed values.